Federico Bolelli

Federico Bolelli is a postdoctoral researcher at the University of Modena and Reggio Emilia, Italy, where he works under the supervision of Prof. Costantino Grana within the AImagelab research group.

From the same University, he received the B.Sc. and M.Sc. degrees cum laude in Computer Engineering at the Department of Engineering "Enzo Ferrari" and the PhD degree in ICT from the International Doctorate School.

His research interests include image processing, algorithms optimization, medical imaging and historical document analysis. Among his research topics, he has worked on the optimization of binary image processing algorithms, modelling innovative approaches that significantly improve the performance on both CPU and GPU architectures. He has also worked on skin lesion segmentation and classification for melanoma skin cancer detection and handwritten text recognition of historical documents.

Since 2019, he is working at the DeepHealth H2020 European Project where, among others, he is responsible for the developing of the European Computer Vision Library (ECVL).

He is a member of IEEE and CVPL, the Italian Association for Computer Vision, Pattern Recognition and Machine Learning.

Curriculum vitae: download

Keywords: Optimization, Binary Image Processing, Deep Learning, Medical Imaging, Deep Health, Handwritten Text Recognition

News

Older news can be found in the news section of my website.

Teaching Activities

• Fondamenti di Informatica II e Lab, Tutor (2020) - Course in Italian
• Multimedia Data Processing (2020) - Course in English

Past Courses

• Fondamenti di Informatica II e Lab, Tutor (2019) - Course in Italian
• Fondamenti di Informatica II e Lab, Tutor (2018) - Course in Italian
• Fondamenti di Informatica II e Lab, Tutor (2017) - Course in Italian

Short Courses

• Corso di Istruzione e Formazione Tecnica Superiore (2019)
• Anticipare la Crescita con le Nuove Competenze sui Big Data - II edizione (2019)
• Data Protection Officer & Analyst - II edizione (2019)
• Machine Learning e Deep Learning Corso Teorico e Pratico (2019)
• Machine Learning e Deep Learning Corso Teorico e Pratico (2018)

More information available here.

Theses Supervision

• 2020 - Maximilian Söchting (MSc, Erasmus+ from the Hasso Plattner Institute of Potsdam University) - Using Heuristics for Decision Tree Generation in Image Processing.

• 2020 - Sara Sarto (BSc) - Sviluppo di un'Applicazione Web in Django per Gestire Domanda e Offerta di Tesi e di Attività Progettuali (Development of a Web Application in Django to Manage Demand and Supply of Theses and Project Activities).

• 2019 - Andrea Polastri (BSc) - RaspMostat: Termodensimetro Digitale per il Controllo Remoto del Processo di Fermentazione (RaspMostat: Digital Thermodensimeter to Remotely Control the Fermentation Process).

• 2019 - Stefano Allegretti (MSc, currently Ph.D. Student) - Optimization of Connected Components Labeling Algorithms on Binary Images for CPUs and GPUs.

• 2018 - Cristian Mercadante (BSc) - Installazione e Configurazione di Sharelatex su Piattaforma Docker (Installation and configuration of Sharelatex on Docker Platform).

• 2017 - Federico Pollastri (MSc, currently Ph.D. Student) - Impact of a Generative Adversarial Network synthetic dataset on fully convolutional-deconvolutional networks for automatic skin lesion segmentation training.

• 2017 - Michele Cancilla (MSc, currently Research Fellow) - Parallelization of Connected Components Labeling Algorithms.

Research Projects

• Indexing of Historical Handwritten Documents
• Deep-Learning and HPC to Boost Biomedical Applications for Health
• DECIDER
• Valore Estratto Dalle Immagini

Research Activities

• Connected Components Labeling
• Video Captioning with Naming
• Skin Lesion Analysis
• Deep Renal Biopsy Immunofluorescence Image Analysis
• Segmentation of the IAN Canal in CBCT Volumes
• Unleashing the Power of OncoDash: Software for Informed Clinical Decisions

Publications

1	Pipoli, Vittorio; Bolelli, Federico; Sarto, Sara; Cornia, Marcella; Baraldi, Lorenzo; Grana, Costantino; Cucchiara, Rita; Ficarra, Elisa "Semantically Conditioned Prompts for Visual Recognition under Missing Modality Scenarios" Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, Tucson, Arizona, Feb 28 - Mar 4, 2025 Conference
2	Saporita, Alessia; Pipoli, Vittorio; Bolelli, Federico; Baraldi, Lorenzo; Acquaviva, Andrea; Ficarra, Elisa "Tracing Information Flow in LLaMA Vision: A Step Toward Multimodal Understanding" Proceedings of the 21st International Conference in Computer Analysis of Images and Patterns, Las Palmas de Gran Canaria, Spain, 22 - 25 Sep, 2025 Conference
3	Lumetti, Luca; Capitani, Giacomo; Ficarra, Elisa; Grana, Costantino; Calderara, Simone; Porrello, Angelo; Bolelli, Federico "U-Net Transplant: The Role of Pre-training for Model Merging in 3D Medical Segmentation" Medical Image Computing and Computer Assisted Intervention – MICCAI 2025, Daejeon, South Korea, Sep 23-27, 2025 Conference
4	Bolelli, Federico; Lumetti, Luca; Vinayahalingam, Shankeeth; Di Bartolomeo, Mattia; Van Nistelrooij, Niels; Marchesini, Kevin; Anesi, Alexandre; Grana, Costantino "ToothFairy 2024 Preface" Supervised and Semi-supervised Multi-structure Segmentation and Landmark Detection in Dental Data, pp. 5 -6 , 2025 Other
5	Morelli, Nicola; Marchesini, Kevin; Lumetti, Luca; Santi, Daniele; Grana, Costantino; Bolelli, Federico "Enhancing Testicular Ultrasound Image Classification Through Synthetic Data and Pretraining Strategies" Image Analysis and Processing – ICIAP 2025, Rome, Italy, Sep 15-19, 2025 Conference
6	Pipoli, Vittorio; Saporita, Alessia; Bolelli, Federico; Cornia, Marcella; Baraldi, Lorenzo; Grana, Costantino; Cucchiara, Rita; Ficarra, Elisa "MissRAG: Addressing the Missing Modality Challenge in Multimodal Large Language Models" Proceedings of the 2025 IEEE/CVF International Conference on Computer Vision, Honolulu, Hawaii, Oct 19-23, 2025 Conference
7	Vezzali, Enrico; Vorabbi, Lorenzo; Grana, Costantino; Bolelli, Federico "A Deep-Learning-Based Method for Real-Time Barcode Segmentation on Edge CPUs" Proceedings of the 21st International Conference in Computer Analysis of Images and Patterns, Las Palmas de Gran Canaria, Spain, 22 - 25 Sep, 2025 Conference
8	Rinaldi, Filippo; Capitani, Giacomo; Bonicelli, Lorenzo; Crisostomi, Donato; Bolelli, Federico; Rodolà, Emanuele; Ficarra, Elisa; Calderara, Simone; Porrello, Angelo "Update Your Transformer to the Latest Release: Re-Basin of Task Vectors" Proceedings of the International Conference on Machine Learning, Vancouver, Canada, Jul 13-19, 2025 Conference
9	Lumetti, Luca; Marchesini, Kevin; Pipoli, Vittorio; Ficarra, Elisa; Grana, Costantino; Bolelli, Federico "Taming Mambas for 3D Medical Image Segmentation" IEEE ACCESS, pp. 1 -13 , 2025 | DOI: 10.1109/ACCESS.2025.3570461 Journal
10	Vezzali, Enrico; Vorabbi, Lorenzo; Grana, Costantino; Bolelli, Federico "Mosaic-SR: An Adaptive Multi-step Super-Resolution Method for Low-Resolution 2D Barcodes" Proceedings of the 2025 IEEE International Conference on Image Processing, Anchorage, Alaska, USA, 14 - 17 Sep, 2025 Conference
11	Pipoli, Vittorio; Saporita, Alessia; Marchesini, Kevin; Grana, Costantino; Ficarra, Elisa; Bolelli, Federico "IM-Fuse: A Mamba-based Fusion Block for Brain Tumor Segmentation with Incomplete Modalities" Medical Image Computing and Computer Assisted Intervention – MICCAI 2025, Daejeon, South Korea, 23-27 Sep, 2025 Conference
12	Vezzali, E.; Bolelli, F.; Santi, S.; Grana, C. "BarBeR: A Barcode Benchmarking Repository" 2024 27th International Conference on Pattern Recognition (ICPR), vol. 15317 LNCS, Kolkata, India, pp. 187 -203 , Dec 01-05, 2025 | DOI: 10.1007/978-3-031-78447-7_13 Conference
13	PERLITI SCORZONI, Paolo "Trasformazione Digitale e Apprendimento Automatico Applicati alla Sanità Pubblica" 2025 Other
14	Bolelli, Federico; Marchesini, Kevin; van Nistelrooij, Niels; Lumetti, Luca; Pipoli, Vittorio; Ficarra, Elisa; Vinayahalingam, Shankeeth; Grana, Costantino "Segmenting Maxillofacial Structures in CBCT Volumes" 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Nashville, Tennessee, USA, Jun 11 - 15, 2025 Conference
15	Vezzali, Enrico; Bolelli, Federico; Santi, Stefano; Grana, Costantino "State-of-the-art Review and Benchmarking of Barcode Localization Methods" ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, vol. 147, pp. 1 -18 , 2025 | DOI: 10.1016/j.engappai.2025.110259 Journal
16	Bolelli, Federico; Lumetti, Luca; Vinayahalingam, Shankeeth; Di Bartolomeo, Mattia; Pellacani, Arrigo; Marchesini, Kevin; van Nistelrooij, Niels; van Lierop, Pieter; Xi, Tong; Liu, Yusheng; Xin, Rui; Yang, Tao; Wang, Lisheng; Wang, Haoshen; Xu, Chenfan; Cui, Zhiming; Wodzinski, MAREK MICHAL; Müller, Henning; Kirchhoff, Yannick; R., Rokuss Maximilian; Maier-Hein, Klaus; Han, Jaehwan; Kim, Wan; Ahn, Hong-Gi; Szczepanski, Tomasz; Grzeszczyk Michal, K.; Korzeniowski, Przemyslaw; Caselles Ballester Vicent amd Paolo Burgos-Artizzu, Xavier; Prados Carrasco, Ferran; Berge’, Stefaan; van Ginneken, Bram; Anesi, Alex; Re, ; Grana, Costantino "Segmenting the Inferior Alveolar Canal in CBCTs Volumes: the ToothFairy Challenge" IEEE TRANSACTIONS ON MEDICAL IMAGING, vol. 44, pp. 1890 -1906 , 2025 | DOI: 10.1109/TMI.2024.3523096 Journal
17	Li, Jianning; Zhou, Zongwei; Yang, Jiancheng; Pepe, Antonio; Gsaxner, Christina; Luijten, Gijs; Qu, Chongyu; Zhang, Tiezheng; Chen, Xiaoxi; Li, Wenxuan; Wodzinski, MAREK MICHAL; Friedrich, Paul; Xie, Kangxian; Jin, Yuan; Ambigapathy, Narmada; Nasca, Enrico; Solak, Naida; Melito Gian, Marco; Duc Vu, Viet; Memon Afaque, R.; Schlachta, Christopher; De Ribaupierre, Sandrine; Patel, Rajnikant; Eagleson, Roy; Chen Xiaojun Mächler, Heinrich; Kirschke Jan, Stefan; de la Rosa, Ezequiel; Christ Patrick, Ferdinand; Hongwei Bran, Li; Ellis David, G.; Aizenberg Michele, R.; Gatidis, Sergios; Küstner, Thomas; Shusharina, Nadya; Heller, Nicholas; Rearczyk, Vincent; Depeursinge, Adrien; Hatt, Mathieu; Sekuboyina, Anjany; Löffler Maximilian, T.; Liebl, Hans; Dorent, Reuben; Vercauteren, Tom; Shapey, Jonathan; Kujawa, Aaron; Cornelissen, Stefan; Langenhuizen, Patrick; Ben-Hamadou, Achraf; Rekik, Ahmed; Pujades, Sergi; Boyer, Edmond; Bolelli, Federico; Grana, Costantino; Lumetti, Luca; Salehi, Hamidreza; Ma, Jun; Zhang, Yao; Gharleghi, Ramtin; Beier, Susann; Sowmya, Arcot; Garza-Villarreal Eduardo, A.; Balducci, Thania; Angeles-Valdez, Diego; Souza, Roberto; Rittner, Leticia; Frayne, Richard; Ji, Yuanfeng; Ferrari, Vincenzo; Chatterjee, Soumick; Dubost, Florian; Schreiber, Stefanie; Mattern, Hendrik; Speck, Oliver; Haehn, Daniel; John, Christoph; Nürnberger, Reas; Pedrosa, João; Ferreira, Carlos; Aresta, Guilherme; Cunha, António; Campilho, Aurélio; Suter, Yannick; Jose, Garcia; Lalande, Alain; Vandenbossche, Vicky; Van Oevelen, Aline; Duquesne, Kate; Mekhzoum, Hamza; Vandemeulebroucke, Jef; Audenaert, Emmanuel; Krebs, Claudia; van Leeuwen, Timo; Vereecke, Evie; Heidemeyer, Hauke; Röhrig, Rainer; Hölzle, Frank; Badeli, Vahid; Krieger, Kathrin; Gunzer, Matthias; Chen, Jianxu; van Meegdenburg, Timo; Dada, Amin; Balzer, Miriam; Fragemann, Jana; Jonske, Frederic; Rempe, Moritz; Malorodov, Stanislav; Bahnsen Fin, H.; Seibold, Constantin; Jaus, Alexander; Marinov, Zdravko; Jaeger, Paul; Stiefelhagen, Rainer; Santos Ana, Sofia; Lindo, Mariana; Ferreira, Ré; Alves, Victor; Kamp, Michael; Abourayya, Amr; Nensa, Felix; Hörst, Fabian; Brehmer, Alexander; Heine, Lukas; Hanusrichter, Yannik; Weßling, Martin; Dudda, Marcel; Podleska Lars, E.; Fink Matthias, A.; Keyl, Julius; Tserpes, Konstantinos; Kim, Moon-Sung; Elhabian, Shireen; Lamecker, Hans; Zukic, Dženan; Paniagua, Beatriz; Wachinger, Christian; Urschler, Martin; Duong, Luc; Wasserthal, Jakob; Hoyer Peter, F.; Basu, Oliver; Maal, Thomas; Witjes Max, H. J.; Schiele, Gregor; Chang, Ti-chiun; Ahmadi, Seyed-Ahmad; Luo, Ping; Menze, Bjoern; Reyes, Mauricio; Deserno Thomas, M.; Davatzikos, Christos; Puladi, Behrus; Fua, Pascal; Yuille Alan, L.; Kleesiek, Jens; Egger, Jan "MedShapeNet – a large-scale dataset of 3D medical shapes for computer vision" BIOMEDIZINISCHE TECHNIK, vol. 70, pp. 71 -90 , 2025 | DOI: 10.1515/bmt-2024-0396 Journal
18	Lumetti, Luca; Pipoli, Vittorio; Marchesini, Kevin; Ficarra, Elisa; Grana, Costantino; Bolelli, Federico "Accurate 3D Medical Image Segmentation with Mambas" Proceedings of 2025 IEEE International Symposium on Biomedical Imaging (ISBI), Houston, Texas, USA, 14 - 17 Apr, 2025 | DOI: 10.1109/ISBI60581.2025.10981167 Conference
19	Perliti Scorzoni, Paolo; Giovanetti, Anita; Bolelli, Federico; Grana, Costantino "Optimizing Resource Allocation in Public Healthcare: A Machine Learning Approach for Length-of-Stay Prediction" Proceedings of Artificial Intelligence for Healthcare Applications, vol. 15615 LNCS, Kolkata, India, pp. 3 -18 , Dec 01-05, 2024, 2025 | DOI: 10.1007/978-3-031-87660-8_1 Conference
20	Perliti Scorzoni, Paolo; Giovanetti, Anita; Bolelli, Federico; Grana, Costantino "Machine Learning-Based Prediction of Emergency Department Prolonged Length of Stay: A Case Study from Italy" Proceedings of 8th IHSI International Conference, Rome, Italy, Feb 24-26, 2025 | DOI: 10.54941/ahfe1005823 Conference
21	Vezzali, Enrico; Bolelli, Federico; Santi, Stefano; Grana, Costantino "BarBeR - Barcode Benchmark Repository: Implementation and Reproducibility Notes" Proceedings of 5th International Workshop on Reproducible Research in Pattern Recognition, RRPR 2024, Kolkata, India, Dec 01-05, 2025 Conference
22	Capitani, Giacomo; Bonicelli, Lorenzo; Porrello, Angelo; Bolelli, Federico; Calderara, Simone; Ficarra, Elisa "Towards Unbiased Continual Learning: Avoiding Forgetting in the Presence of Spurious Correlations" Proceedings of IEEE/CVF Winter Conference on Applications of Computer Vision 2025, Tucson, Arizona, Feb 28 - Mar 4, 2025 Conference
23	Lumetti, Luca; Pipoli, Vittorio; Bolelli, Federico; Ficarra, Elisa; Grana, Costantino "Location Matters: Harnessing Spatial Information to Enhance the Segmentation of the Inferior Alveolar Canal in CBCTs" 2024 27th International Conference on Pattern Recognition (ICPR), vol. 15328, Kolkata, India, pp. 108 -123 , Dec 01-05, 2025 | DOI: 10.1007/978-3-031-78104-9_8 Conference
24	Capitani, Giacomo; Lucarini, Alice; Bonicelli, Lorenzo; Bolelli, Federico; Calderara, Simone; Vezzali, Loris; Ficarra, Elisa "Beyond the Surface: Comprehensive Analysis of Implicit Bias in Vision-Language Models" ECCV 2024 - European Conference on Computer Vision, Milan, Italy, 29 Sep-4 Oct 2024, 2024 Conference
25	Bolelli, Federico; Lumetti, Luca; Marchesini, Kevin; Candeloro, Ettore; Grana, Costantino "Investigating the ABCDE Rule in Convolutional Neural Networks" 2024 27th International Conference on Pattern Recognition (ICPR), vol. 15317, Kolkata, India, pp. 269 -283 , Dec 01-05, 2024 | DOI: 10.1007/978-3-031-78447-7_18 Conference
26	Rosati, Gabriele; Marchesini, Kevin; Lumetti, Luca; Sartori, Federica; Balboni, Beatrice; Begarani, Filippo; Vescovi, Luca; Bolelli, Federico; Grana, Costantino "Identifying Impurities in Liquids of Pharmaceutical Vials" 2024 27th International Conference on Pattern Recognition (ICPR), Kolkata, India, Dec 01-05, 2024 Conference
27	Vezzali, Enrico; Bolelli, Federico; Santi, Stefano; Grana, Costantino "BarBeR: A Barcode Benchmarking Repository" 2024 27th International Conference on Pattern Recognition (ICPR), Kolkata, India, Dec 01-05, 2024 Conference
28	Bolelli, Federico; Allegretti, Stefano; Lumetti, Luca; Grana, Costantino "A State-of-the-Art Review with Code about Connected Components Labeling on GPUs" IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, pp. 1 -20 , 2024 | DOI: 10.1109/TPDS.2024.3434357 Journal
29	Lumetti, Luca; Pipoli, Vittorio; Bolelli, Federico; Ficarra, Elisa; Grana, Costantino "Enhancing Patch-Based Learning for the Segmentation of the Mandibular Canal" IEEE ACCESS, vol. 12, pp. 79014 -79024 , 2024 | DOI: 10.1109/ACCESS.2024.3408629 Journal
30	Dreo, Johann; Lobentanzer, Sebastian; Gaydukova, Ekaterina; Baric, Marko; Maarala, Ilari; Muranen, Taru; Oikkonen, Jaana; Bolelli, Federico; Pipoli, Vittorio; Isoviita, Veli-Matti; Hynninen, Johanna; Schwikowski, Benno "High-level Biomedical Data Integration in a Semantic Knowledge Graph with OncodashKB for finding Personalized Actionable Drugs in Ovarian Cancer" Proceedings of Cancer Genomics, Multiomics and Computational Biology, Bergamo, Italy, Apr 30-May 2, 2024 Conference Abstract
31	Perliti Scorzoni, Paolo; Giovanetti, Anita; Bolelli, Federico; Grana, Costantino "Sustainable Use of Resources in Hospitals: A Machine Learning-Based Approach to Predict Prolonged Length of Stay at the Time of Admission" Proceedings of 12th IHIET International Conference, Venice, Italy, Aug 26-28, 2024 | DOI: 10.54941/ahfe1005520 Conference
32	Bontempo, Gianpaolo; Bolelli, Federico; Porrello, Angelo; Calderara, Simone; Ficarra, Elisa "A Graph-Based Multi-Scale Approach with Knowledge Distillation for WSI Classification" IEEE TRANSACTIONS ON MEDICAL IMAGING, vol. 43, pp. 1412 -1421 , 2024 | DOI: 10.1109/TMI.2023.3337549 Journal
33	Capitani, Giacomo; Bolelli, Federico; Porrello, Angelo; Calderara, Simone; Ficarra, Elisa "ClusterFix: A Cluster-Based Debiasing Approach without Protected-Group Supervision" 2024 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Waikoloa, Hawaii, pp. 4858 -4867 , Jan 4-8, 2024, 2024 | DOI: 10.1109/WACV57701.2024.00480 Conference
34	Bontempo, G.; Bartolini, N.; Lovino, M.; Bolelli, F.; Virtanen, A.; Ficarra, E. "Enhancing PFI Prediction with GDS-MIL: A Graph-Based Dual Stream MIL Approach" Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Udine, Italy, pp. 550 -562 , Sep 11-15, 2023 | DOI: 10.1007/978-3-031-43148-7_46 Conference
35	Bontempo, G.; Lumetti, L.; Porrello, A.; Bolelli, F.; Calderara, S.; Ficarra, E. "Buffer-MIL: Robust Multi-instance Learning with a Buffer-Based Approach" Image Analysis and Processing – ICIAP 2023, vol. 14234, Udine, Italy, pp. 1 -12 , Sep 11-15, 2023 | DOI: 10.1007/978-3-031-43153-1_1 Conference
36	Bianchi, G.; Puliatti, S.; Rodriguez, N.; Micali, S.; Bertoni, L.; Reggiani Bonetti, L.; Caramaschi, S.; Bolelli, F.; Pinamonti, M.; Rozze, D.; Grana, C. "Artificial intelligence evaluation of confocal microscope prostate images: our preliminary experience" MINERVA UROLOGY AND NEPHROLOGY, vol. 75, pp. 545 -547 , 2023 | DOI: 10.23736/S2724-6051.23.05538-6 Journal
37	Lumetti, L.; Pipoli, V.; Bolelli, F.; Grana, C. "Annotating the Inferior Alveolar Canal: The Ultimate Tool" ICIAP 2023: Image Analysis and Processing, vol. 14233 LNCS, Udine, Italy, pp. 525 -536 , Sep 11-15, 2023 | DOI: 10.1007/978-3-031-43148-7_44 Conference
38	Lumetti, Luca; Pipoli, Vittorio; Bolelli, Federico; Grana, Costantino "Annotating the Inferior Alveolar Canal: the Ultimate Tool" Image Analysis and Processing - ICIAP 2023, vol. 14233, Udine, Italy, pp. 525 -536 , Sep 11-15, 2023 | DOI: 10.1007/978-3-031-43148-7_44 Conference
39	Bontempo, Gianpaolo; Bartolini, Nicola; Lovino, Marta; Bolelli, Federico; Virtanen, Anni; Ficarra, Elisa "Enhancing PFI Prediction with GDS-MIL: A Graph-based Dual Stream MIL Approach" IMAGE ANALYSIS AND PROCESSING, ICIAP 2023, PT I, vol. 14233, Udine, Italy, pp. 550 -562 , SEP 11-15, 2023, 2023 | DOI: 10.1007/978-3-031-43148-7_46 Conference
40	Bontempo, Gianpaolo; Porrello, Angelo; Bolelli, Federico; Calderara, Simone; Ficarra, Elisa "DAS-MIL: Distilling Across Scales for MILClassification of Histological WSIs" Medical Image Computing and Computer Assisted Intervention – MICCAI 2023, PT I, vol. 14220, Vancouver, Canada, pp. 248 -258 , Oct 08-12, 2023 | DOI: 10.1007/978-3-031-43907-0_24 Conference
41	Bontempo, Gianpaolo; Lumetti, Luca; Porrello, Angelo; Bolelli, Federico; Calderara, Simone; Ficarra, Elisa "Buffer-MIL: Robust Multi-instance Learning with a Buffer-based Approach" Image Analysis and Processing – ICIAP 2023, Udine, Italy, pp. 1 -12 , Sep 11-15, 2023 Conference
42	Di Bartolomeo, Mattia; Pellacani, Arrigo; Bolelli, Federico; Cipriano, Marco; Lumetti, Luca; Negrello, Sara; Allegretti, Stefano; Minafra, Paolo; Pollastri, Federico; Nocini, Riccardo; Colletti, Giacomo; Chiarini, Luigi; Grana, Costantino; Anesi, Alexandre "Inferior Alveolar Canal Automatic Detection with Deep Learning CNNs on CBCTs: Development of a Novel Model and Release of Open-Source Dataset and Algorithm" APPLIED SCIENCES, vol. 13, pp. 1 -18 , 2023 | DOI: 10.3390/app13053271 Journal
43	Cipriano, Marco; Allegretti, Stefano; Bolelli, Federico; Pollastri, Federico; Grana, Costantino "Improving Segmentation of the Inferior Alveolar Nerve through Deep Label Propagation" Proceedings of 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), vol. 2022-, New Orleans, Louisiana, USA, pp. 21105 -21114 , Jun 19-24, 2022 | DOI: 10.1109/CVPR52688.2022.02046 Conference
44	Bolelli, Federico; Allegretti, Stefano; Grana, Costantino "Connected Components Labeling on Bitonal Images" Proceedings of the 21st International Conference on Image Analysis and Processing (ICIAP 2021), vol. 13232, Lecce, Italy, pp. 347 -357 , May 23-27, 2022 | DOI: 10.1007/978-3-031-06430-2_29 Conference
45	Testa, F.; Fontana, F.; Pollastri, F.; Chester, J.; Leonelli, M.; Giaroni, F.; Gualtieri, F.; Bolelli, F.; Mancini, E.; Nordio, M.; Sacco, P.; Ligabue, G.; Giovanella, S.; Ferri, M.; Alfano, G.; Gesualdo, L.; Cimino, S.; Donati, G.; Grana, C.; Magistroni, R. "Automated Prediction of Kidney Failure in IgA Nephropathy with Deep Learning from Biopsy Images" CLINICAL JOURNAL OF THE AMERICAN SOCIETY OF NEPHROLOGY, vol. 17, pp. 1316 -1324 , 2022 | DOI: 10.2215/CJN.01760222 Journal
46	Oniga, D.; Cantalupo, B.; Tartaglione, E.; Perlo, D.; Grangetto, M.; Aldinucci, M.; Bolelli, F.; Pollastri, F.; Cancilla, M.; Canalini, L.; Grana, C.; Alcalde, C. M.; Cardillo, F. A.; Florea, M. "Applications of AI and HPC in the Health Domain" HPC, Big Data, and AI Convergence Towards Exascale: Challenge and Vision, pp. 217 -239 , 2022 | DOI: 10.1201/9781003176664-11 Chapter in Book
47	Bolelli, Federico; Allegretti, Stefano; Grana, Costantino "Quest for Speed: The Epic Saga of Record-Breaking on OpenCV Connected Components Extraction" ICIAP 2022: Image Analysis and Processing. ICIAP 2022 Workshops, vol. 13374, Lecce, pp. 107 -118 , 23-27 May 2022, 2022 | DOI: 10.1007/978-3-031-13324-4_10 Conference
48	Pollastri, Federico; Cipriano, Marco; Bolelli, Federico; Grana, Costantino "Long-Range 3D Self-Attention for MRI Prostate Segmentation" 2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI), vol. 2022-, Kolkata, India, Mar 28-31, 2022 | DOI: 10.1109/ISBI52829.2022.9761448 Conference
49	Cipriano, Marco; Allegretti, Stefano; Bolelli, Federico; Di Bartolomeo, Mattia; Pollastri, Federico; Pellacani, Arrigo; Minafra, Paolo; Anesi, Alexandre; Grana, Costantino "Deep Segmentation of the Mandibular Canal: a New 3D Annotated Dataset of CBCT Volumes" IEEE ACCESS, vol. 10, pp. 11500 -11510 , 2022 | DOI: 10.1109/ACCESS.2022.3144840 Journal
50	Bolelli, Federico; Allegretti, Stefano; Grana, Costantino "One DAG to Rule Them All" IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, vol. 44, pp. 3647 -3658 , 2022 | DOI: 10.1109/TPAMI.2021.3055337 Journal
51	Allegretti, Stefano; Bolelli, Federico; Pollastri, Federico; Longhitano, Sabrina; Pellacani, Giovanni; Grana, Costantino "Supporting Skin Lesion Diagnosis with Content-Based Image Retrieval" 2020 25th International Conference on Pattern Recognition (ICPR), Milan, Italy, pp. 8053 -8060 , Jan 10-15, 2021 | DOI: 10.1109/ICPR48806.2021.9412419 Conference
52	Wonsang, Lee; Allegretti, Stefano; Bolelli, Federico; Grana, Costantino "Fast Run-Based Connected Components Labeling for Bitonal Images" 2020 Joint 10th International Conference on Informatics, Electronics & Vision (ICIEV) and 2020 5th International Conference on Imaging, Vision & Pattern Recognition (icIVPR), Kitakyushu, Fukuoka, Japan, Aug 16-20, 2021 | DOI: 10.1109/ICIEVicIVPR52578.2021.9564149 Conference
53	Aldinucci, Marco; Atienza, David; Bolelli, Federico; Caballero, Mónica; Colonnelli, Iacopo; Flich, José; Gómez, Jon A.; González, David; Grana, Costantino; Grangetto, Marco; Leo, Simone; López, Pedro; Oniga, Dana; Paredes, Roberto; Pireddu, Luca; Quiñones, Eduardo; Silva, Tatiana; Tartaglione, Enzo; Zapater, Marina "The DeepHealth Toolkit: A Key European Free and Open-Source Software for Deep Learning and Computer Vision Ready to Exploit Heterogeneous HPC and Cloud Architectures" Technologies and Applications for Big Data Value, pp. 183 -202 , 2021 | DOI: 10.1007/978-3-030-78307-5_9 Chapter in Book
54	Bolelli, Federico; Allegretti, Stefano; Grana, Costantino "A Heuristic-Based Decision Tree for Connected Components Labeling of 3D Volumes: Implementation and Reproducibility Notes" Reproducible Research in Pattern Recognition, vol. 12636, Milan, Italy, pp. 139 -145 , Jan 10-15, 2021 | DOI: 10.1007/978-3-030-76423-4_9 Conference
55	Mercadante, Cristian; Cipriano, Marco; Bolelli, Federico; Pollastri, Federico; Di Bartolomeo, Mattia; Anesi, Alexandre; Grana, Costantino "A Cone Beam Computed Tomography Annotation Tool for Automatic Detection of the Inferior Alveolar Nerve Canal" Proceedings of the 16th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - Volume 4: VISAPP, vol. 4, Vienna, Austria, pp. 724 -731 , Feb 8-10, 2021 | DOI: 10.5220/0010392307240731 Conference
56	Pollastri, Federico; Parreño, Mario; Maroñas, Juan; Bolelli, Federico; Paredes, Roberto; Ramos, Daniel; Grana, Costantino "A Deep Analysis on High Resolution Dermoscopic Image Classification" IET COMPUTER VISION, vol. 15, pp. 514 -526 , 2021 | DOI: 10.1049/cvi2.12048 Journal
57	Cancilla, Michele; Canalini, Laura; Bolelli, Federico; Allegretti, Stefano; Carrión, Salvador; Paredes, Roberto; Ander Gómez, Jon; Leo, Simone; Enrico Piras, Marco; Pireddu, Luca; Badouh, Asaf; Marco-Sola, Santiago; Alvarez, Lluc; Moreto, Miquel; Grana, Costantino "The DeepHealth Toolkit: A Unified Framework to Boost Biomedical Applications" 2020 25th International Conference on Pattern Recognition (ICPR), Milan, Italy, pp. 9881 -9888 , Jan 10-15, 2021 | DOI: 10.1109/ICPR48806.2021.9411954 Conference
58	Pollastri, Federico; Maroñas, Juan; Bolelli, Federico; Ligabue, Giulia; Paredes, Roberto; Magistroni, Riccardo; Grana, Costantino "Confidence Calibration for Deep Renal Biopsy Immunofluorescence Image Classification" 2020 25th International Conference on Pattern Recognition (ICPR), Milan, Italy, pp. 1298 -1305 , Jan 10-15, 2021 | DOI: 10.1109/ICPR48806.2021.9412685 Conference
59	Söchting, Maximilian; Allegretti, Stefano; Bolelli, Federico; Grana, Costantino "A Heuristic-Based Decision Tree for Connected Components Labeling of 3D Volumes" 2020 25th International Conference on Pattern Recognition (ICPR), Milan, Italy, pp. 7751 -7758 , Jan 10-15, 2021 | DOI: 10.1109/ICPR48806.2021.9413096 Conference
60	Bolelli, Federico; Cancilla, Michele; Baraldi, Lorenzo; Grana, Costantino "Towards Reliable Experiments on the Performance of Connected Components Labeling Algorithms" JOURNAL OF REAL-TIME IMAGE PROCESSING, vol. 17, pp. 229 -244 , 2020 | DOI: 10.1007/s11554-018-0756-1 Journal
61	Allegretti, Stefano; Bolelli, Federico; Grana, Costantino "A Warp Speed Chain-Code Algorithm Based on Binary Decision Trees" 2020 Joint 10th International Conference on Informatics, Electronics & Vision (ICIEV) and 2020 5th International Conference on Imaging, Vision & Pattern Recognition (icIVPR), Kitakyushu, Fukuoka, Japan, pp. 1 -8 , Aug 26-29, 2020 | DOI: 10.1109/ICIEVicIVPR48672.2020.9306532 Conference
62	Ligabue, Giulia; Pollastri, Federico; Fontana, Francesco; Leonelli, Marco; Furci, Luciana; Giovanella, Silvia; Alfano, Gaetano; Cappelli, Gianni; Testa, Francesca; Bolelli, Federico; Grana, Costantino; Magistroni, Riccardo "Evaluation of the Classification Accuracy of the Kidney Biopsy Direct Immunofluorescence through Convolutional Neural Networks" CLINICAL JOURNAL OF THE AMERICAN SOCIETY OF NEPHROLOGY, vol. 15, pp. 1445 -1454 , 2020 | DOI: 10.2215/CJN.03210320 Journal
63	Bolelli, Federico "Ottimizzazione di Algoritmi per l’Elaborazione di Immagini Binarie" 2020 Other
64	Bolelli, Federico; Allegretti, Stefano; Baraldi, Lorenzo; Grana, Costantino "Spaghetti Labeling: Directed Acyclic Graphs for Block-Based Connected Components Labeling" IEEE TRANSACTIONS ON IMAGE PROCESSING, vol. 29, pp. 1999 -2012 , 2020 | DOI: 10.1109/TIP.2019.2946979 Journal
65	Allegretti, Stefano; Bolelli, Federico; Grana, Costantino "Optimized Block-Based Algorithms to Label Connected Components on GPUs" IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, vol. 31, pp. 423 -438 , 2020 | DOI: 10.1109/TPDS.2019.2934683 Journal
66	Pollastri, Federico; Bolelli, Federico; Paredes Palacios, Roberto; Grana, Costantino "Augmenting data with GANs to segment melanoma skin lesions" MULTIMEDIA TOOLS AND APPLICATIONS, vol. 79, pp. 15575 -15592 , 2020 | DOI: 10.1007/s11042-019-7717-y Journal
67	Pini, Stefano; Cornia, Marcella; Bolelli, Federico; Baraldi, Lorenzo; Cucchiara, Rita "M-VAD Names: a Dataset for Video Captioning with Naming" MULTIMEDIA TOOLS AND APPLICATIONS, vol. 78, pp. 14007 -14027 , 2019 | DOI: 10.1007/s11042-018-7040-z Journal
68	Bolelli, Federico; Grana, Costantino "Improving the Performance of Thinning Algorithms with Directed Rooted Acyclic Graphs" Image Analysis and Processing – ICIAP 2019, vol. 11752, Trento, Italy, pp. 148 -158 , Sep 9-13, 2019 | DOI: 10.1007/978-3-030-30645-8_14 Conference
69	Allegretti, Stefano; Bolelli, Federico; Cancilla, Michele; Grana, Costantino "A Block-Based Union-Find Algorithm to Label Connected Components on GPUs" Image Analysis and Processing – ICIAP 2019, vol. 11752, Trento, Italy, pp. 271 -281 , Sep 9-13, 2019 | DOI: 10.1007/978-3-030-30645-8_25 Conference
70	Canalini, Laura; Pollastri, Federico; Bolelli, Federico; Cancilla, Michele; Allegretti, Stefano; Grana, Costantino "Skin Lesion Segmentation Ensemble with Diverse Training Strategies" Computer Analysis of Images and Patterns, vol. 11678, Salerno, Italy, pp. 89 -101 , Sep 3-5, 2019 | DOI: 10.1007/978-3-030-29888-3_8 Conference
71	Allegretti, Stefano; Bolelli, Federico; Cancilla, Michele; Pollastri, Federico; Canalini, Laura; Grana, Costantino "How does Connected Components Labeling with Decision Trees perform on GPUs?" Computer Analysis of Images and Patterns, vol. 11678, Salerno, Italy, pp. 39 -51 , Sep 3-5, 2019 | DOI: 10.1007/978-3-030-29888-3_4 Conference
72	Bolelli, Federico; Cancilla, Michele; Baraldi, Lorenzo; Grana, Costantino "Connected Components Labeling on DRAGs: Implementation and Reproducibility Notes" Reproducible Research in Pattern Recognition, vol. 11455, Beijing, China, pp. 89 -93 , Aug 20-24, 2019 | DOI: 10.1007/978-3-030-23987-9_7 Conference
73	Bolelli, Federico; Baraldi, Lorenzo; Grana, Costantino "A Hierarchical Quasi-Recurrent approach to Video Captioning" 2018 IEEE International Conference on Image Processing, Applications and Systems (IPAS), Inria Sophia Antipolis, France, pp. 162 -167 , Dec 12-14, 2018 | DOI: 10.1109/IPAS.2018.8708893 Conference
74	Bolelli, Federico; Baraldi, Lorenzo; Cancilla, Michele; Grana, Costantino "Connected Components Labeling on DRAGs" 2018 24th International Conference on Pattern Recognition (ICPR), vol. 2018-, Beijing, China, pp. 121 -126 , Aug 20-24, 2018 | DOI: 10.1109/ICPR.2018.8545505 Conference
75	Allegretti, Stefano; Bolelli, Federico; Cancilla, Michele; Grana, Costantino "Optimizing GPU-Based Connected Components Labeling Algorithms" 2018 IEEE International Conference on Image Processing, Applications and Systems (IPAS), Inria Sophia Antipolis, France, pp. 175 -180 , Dec 12-14, 2018 | DOI: 10.1109/IPAS.2018.8708900 Conference
76	Pollastri, Federico; Bolelli, Federico; Paredes, Roberto; Grana, Costantino "Improving Skin Lesion Segmentation with Generative Adversarial Networks" 2018 IEEE 31st International Symposium on Computer-Based Medical Systems (CBMS), vol. 2018-, Karlstad, Sweden, pp. 442 -443 , Jun 18-21, 2018 | DOI: 10.1109/CBMS.2018.00086 Conference
77	Bolelli, Federico; Borghi, Guido; Grana, Costantino "XDOCS: An Application to Index Historical Documents" Digital Libraries and Multimedia Archives, vol. 806, Udine, Italy, pp. 151 -162 , Jan 25-26, 2018 | DOI: 10.1007/978-3-319-73165-0_15 Conference
78	Bolelli, Federico "Indexing of Historical Document Images: Ad Hoc Dewarping Technique for Handwritten Text" Digital Libraries and Archives, vol. 733, Modena, Italy, pp. 45 -55 , Jan 26-27, 2017 | DOI: 10.1007/978-3-319-68130-6_4 Conference
79	Bolelli, Federico; Cancilla, Michele; Grana, Costantino "Two More Strategies to Speed Up Connected Components Labeling Algorithms" Image Analysis and Processing - ICIAP 2017, vol. 10485, Catania, pp. 48 -58 , Sep 11-15, 2017 | DOI: 10.1007/978-3-319-68548-9_5 Conference
80	Bolelli, Federico; Borghi, Guido; Grana, Costantino "Historical Handwritten Text Images Word Spotting through Sliding Window HOG Features" Image Analysis and Processing - ICIAP 2017, vol. 10484, Catania, Italy, pp. 729 -738 , Sep 11-15, 2017 | DOI: 10.1007/978-3-319-68560-1_65 Conference
81	Grana, Costantino; Bolelli, Federico; Baraldi, Lorenzo; Vezzani, Roberto "YACCLAB - Yet Another Connected Components Labeling Benchmark" 2016 23rd International Conference on Pattern Recognition (ICPR), Cancun, Mexico, pp. 3109 -3114 , Dec 4-8, 2016 | DOI: 10.1109/ICPR.2016.7900112 Conference
82	Grana, Costantino; Baraldi, Lorenzo; Bolelli, Federico "Optimized Connected Components Labeling with Pixel Prediction" Advanced Concepts for Intelligent Vision Systems, vol. 10016, Lecce, Italy, pp. 431 -440 , Oct 24-27, 2016 | DOI: 10.1007/978-3-319-48680-2_38 Conference